{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import skimage\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage import io\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图像shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat = io.imread('data/cat.jpg')\n",
    "dog = io.imread('data/dog.jpg')\n",
    "df = pd.DataFrame(['Cat', 'Dog'], columns=['Image'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Array([[[206, 204, 205],\n",
       "        [205, 203, 204],\n",
       "        [206, 204, 205],\n",
       "        ...,\n",
       "        [208, 208, 208],\n",
       "        [208, 208, 208],\n",
       "        [208, 208, 208]],\n",
       "\n",
       "       [[205, 203, 204],\n",
       "        [205, 203, 204],\n",
       "        [206, 204, 205],\n",
       "        ...,\n",
       "        [208, 208, 208],\n",
       "        [208, 208, 208],\n",
       "        [208, 208, 208]],\n",
       "\n",
       "       [[205, 203, 204],\n",
       "        [205, 203, 204],\n",
       "        [207, 205, 206],\n",
       "        ...,\n",
       "        [208, 208, 208],\n",
       "        [208, 208, 208],\n",
       "        [208, 208, 208]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[101,  97,  94],\n",
       "        [106, 102,  99],\n",
       "        [118, 113, 110],\n",
       "        ...,\n",
       "        [216, 216, 216],\n",
       "        [216, 216, 216],\n",
       "        [214, 214, 214]],\n",
       "\n",
       "       [[ 98,  93,  90],\n",
       "        [105, 100,  97],\n",
       "        [102,  97,  94],\n",
       "        ...,\n",
       "        [216, 216, 216],\n",
       "        [216, 216, 216],\n",
       "        [216, 216, 216]],\n",
       "\n",
       "       [[ 89,  84,  81],\n",
       "        [ 94,  89,  86],\n",
       "        [ 93,  88,  85],\n",
       "        ...,\n",
       "        [216, 216, 216],\n",
       "        [216, 216, 216],\n",
       "        [216, 216, 216]]], dtype=uint8)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat  # 0-255，越小的值表示越暗，越大则越凉"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(250, 300, 3) (298, 300, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24d8204ae10>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(cat.shape, dog.shape)\n",
    "fig = plt.figure(figsize=(8,4))\n",
    "ax1 = fig.add_subplot(1,2,1)\n",
    "ax1.imshow(cat)\n",
    "ax2 = fig.add_subplot(1,2,2)\n",
    "ax2.imshow(dog)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "三维的数据，250是高，300的宽，3是颜色通道红绿蓝。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24d80b17780>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分别使用3个颜色通道\n",
    "dog_r = dog.copy()\n",
    "dog_r[:,:,1] = dog_r[:,:,2] = 0\n",
    "dog_g[:,:,0] = dog_r[:,:,2] = 0\n",
    "dog_b = dog.copy()\n",
    "dog_b[:,:,0] = dog_g[:,:,1] = 0\n",
    "\n",
    "plot_image = np.concatenate((dog_r,dog_g,dog_b),axis=1)\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.imshow(plot_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 灰度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: DeprecationWarning: `imread` is deprecated!\n",
      "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``imageio.imread`` instead.\n",
      "  \n",
      "D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: DeprecationWarning: `imread` is deprecated!\n",
      "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n",
      "Use ``imageio.imread`` instead.\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24d832a80b8>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import misc\n",
    "cat_gray = misc.imread('data/cat.jpg', mode=\"L\") \n",
    "dog_gray = misc.imread('data/dog.jpg', mode=\"L\") \n",
    "\n",
    "fig = plt.figure(figsize=(8,4))\n",
    "ax1 = fig.add_subplot(2,2,1)\n",
    "ax1.imshow(cat_gray,cmap=\"gray\")\n",
    "ax2 = fig.add_subplot(2,2,2)\n",
    "ax2.imshow(dog_gray,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "io.imread的效果不一定能变成灰度图，可以暂时用这个方法，操作一样，只是读取图片的代码不一样"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
